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Collaborative perception (CP) leverages visual data from connected and autonomous vehicles (CAV) to enhance an ego vehicle's field of view (FoV). Despite recent progress, current CP methods expand the ego vehicle's 360-degree perceptual…

计算机视觉与模式识别 · 计算机科学 2025-11-25 Yihang Tao , Senkang Hu , Zhengru Fang , Yuguang Fang

Perception for automated driving is largely based on onboard environmental sensors, such as cameras and radar, which are cost-effective but limited by line-of-sight and field-of-view constraints. These inherent limitations may cause onboard…

计算机视觉与模式识别 · 计算机科学 2026-05-04 Lukas Ostendorf , Lennart Reiher , Onn Haran , Lutz Eckstein

Collisions at non-line-of-sight (NLOS) intersections remain a major safety concern because drivers have limited visibility of approaching traffic. V2X based warnings can reduce these risks, yet many vehicles are not equipped with V2X and…

机器人学 · 计算机科学 2026-05-13 Mohammad Khoshkdahan , John Pravin Arockiasamy , Andy Flores Comeca , Alexey Vinel

Multi-uncrewed aerial vehicle (UAV) cooperative perception has emerged as a promising paradigm for diverse low-altitude economy applications, where complementary multi-view observations are leveraged to enhance perception performance via…

计算机视觉与模式识别 · 计算机科学 2026-03-19 Yunting Xu , Jiacheng Wang , Ruichen Zhang , Changyuan Zhao , Yinqiu Liu , Dusit Niyato , Liang Yu , Haibo Zhou , Dong In Kim

Collaborative perception holds great promise for improving safety in autonomous driving, particularly in dense traffic where vehicles can share sensory information to overcome individual blind spots and extend awareness. However, deploying…

分布式、并行与集群计算 · 计算机科学 2026-01-21 Zechuan Gong , Hui Zhang , Yuquan Yang , Wenyu Lu

Cooperative perception is a promising technique for intelligent and connected vehicles through vehicle-to-everything (V2X) cooperation, provided that accurate pose information and relative pose transforms are available. Nevertheless,…

机器人学 · 计算机科学 2024-02-23 Zhiying Song , Tenghui Xie , Hailiang Zhang , Jiaxin Liu , Fuxi Wen , Jun Li

LiDAR-based Vehicle-to-Everything (V2X) cooperative perception has demonstrated its impact on the safety and effectiveness of autonomous driving. Since current cooperative perception algorithms are trained and tested on the same dataset,…

计算机视觉与模式识别 · 计算机科学 2025-03-20 Baolu Li , Zongzhe Xu , Jinlong Li , Xinyu Liu , Jianwu Fang , Xiaopeng Li , Hongkai Yu

Collaborative perception allows connected and autonomous vehicles (CAVs) to improve perception by sharing sensory data, but it also introduces security risks from manipulated inputs. Prior work shows that attackers can spoof or remove…

密码学与安全 · 计算机科学 2026-05-05 Qingzhao Zhang , Runting Zhang , Z. Morley Mao

In this paper, we propose a novel road side unit (RSU)-assisted cooperative sensing scheme for connected autonomous vehicles (CAVs), with the objective to reduce completion time of sensing tasks. Specifically, LiDAR sensing data of both RSU…

网络与互联网体系结构 · 计算机科学 2024-11-28 Yuxuan Wang , Kaige Qu , Wen Wu , Xuemin , Shen

Infrastructure-based perception plays a crucial role in intelligent transportation systems, offering global situational awareness and enabling cooperative autonomy. However, existing camera-based detection models often underperform in such…

计算机视觉与模式识别 · 计算机科学 2025-10-29 Yun Zhang , Zhaoliang Zheng , Johnson Liu , Zhiyu Huang , Zewei Zhou , Zonglin Meng , Tianhui Cai , Jiaqi Ma

Connected and automated vehicles (CAVs) have the potential to address the safety, mobility and sustainability issues of our current transportation systems. Cooperative adaptive cruise control (CACC), for example, is one promising technology…

系统与控制 · 计算机科学 2018-09-11 Ziran Wang , Guoyuan Wu , Matthew Barth

Vehicle-to-vehicle (V2V) communications have greatly enhanced the perception capabilities of connected and automated vehicles (CAVs) by enabling information sharing to "see through the occlusions", resulting in significant performance…

计算机视觉与模式识别 · 计算机科学 2023-11-09 Yunsheng Ma , Juanwu Lu , Can Cui , Sicheng Zhao , Xu Cao , Wenqian Ye , Ziran Wang

The steady increase in the number of vehicles operating on the highways continues to exacerbate congestion, accidents, energy consumption, and greenhouse gas emissions. Emerging mobility systems, e.g., connected and automated vehicles…

系统与控制 · 电气工程与系统科学 2022-06-13 Sai Krishna Sumanth Nakka , Behdad Chalaki , Andreas Malikopoulos

Collaborative 3D detection can substantially boost detection performance by allowing agents to exchange complementary information. It inherently results in a fundamental trade-off between detection performance and communication bandwidth.…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Yue Hu , Juntong Peng , Yunqiao Yang , Siheng Chen

Collaborative perception among multiple connected and autonomous vehicles can greatly enhance perceptive capabilities by allowing vehicles to exchange supplementary information via communications. Despite advances in previous approaches,…

人工智能 · 计算机科学 2024-11-25 Senkang Hu , Zhengru Fang , Haonan An , Guowen Xu , Yuan Zhou , Xianhao Chen , Yuguang Fang

Connected automated vehicles (CAV), which incorporate vehicle-to-vehicle (V2V) communication into their motion planning, are expected to provide a wide range of benefits for individual and overall traffic flow. A frequent constraint or…

Cooperative platooning, enabled by cooperative adaptive cruise control (CACC), is a cornerstone technology for connected automated vehicles (CAVs), offering significant improvements in safety, comfort, and traffic efficiency over…

系统与控制 · 电气工程与系统科学 2026-01-21 Zeyu Mu , Sergei S. Avedisov , Ahmadreza Moradipari , B. Brian Park

Recent advancements in Vehicle-to-Everything (V2X) technologies have enabled autonomous vehicles to share sensing information to see through occlusions, greatly boosting the perception capability. However, there are no real-world datasets…

Modern autonomous vehicle perception systems often struggle with occlusions and limited perception range. Previous studies have demonstrated the effectiveness of cooperative perception in extending the perception range and overcoming…

计算机视觉与模式识别 · 计算机科学 2026-01-19 Lei Yang , Xinyu Zhang , Jun Li , Chen Wang , Jiaqi Ma , Zhiying Song , Tong Zhao , Ziying Song , Li Wang , Mo Zhou , Yang Shen , Kai Wu , Chen Lv

Multi-agent collaborative perception has emerged as a widely recognized technology in the field of autonomous driving in recent years. However, current collaborative perception predominantly relies on LiDAR point clouds, with significantly…

计算机视觉与模式识别 · 计算机科学 2024-07-16 Shaohong Wang , Lu Bin , Xinyu Xiao , Zhiyu Xiang , Hangguan Shan , Eryun Liu